劣質的麥克風在錄音時會把電流和嗡嗡的背景聲錄進去,通過對噪聲取樣去除頻率可以達到降噪的目的。
主要步驟:
1. 噪聲取樣
2. 統計頻率
3. 移除頻率
代碼如下:
'''採樣降噪'''
def test2(n, y, sr):
indexs = librosa.effects.split(y, top_db=25-n)
noicefrequencies = []
for i in indexs:
frequencies, D = librosa.ifgram(y[i[0]:i[1]], sr=sr, n_fft=22000)
frequencies = frequencies.astype(int)
noicefrequencies += frequencies.flatten().tolist()
c = Counter(noicefrequencies)
noicefrequencies = set(map(lambda x: x[0] // 2 * 2, c.most_common(400)))
frequencies, D = librosa.ifgram(y, sr=sr)
tempD = D.copy().astype(int)
tempD = tempD // 2 * 2
count = 0
for i in range(D.shape[0]):
for j in range(D.shape[1]):
if tempD[i][j] in noicefrequencies:
count += 1
D[i][j] = 0
print(count)
return librosa.istft(D)